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Recognition, monitoring, and imaging method and system for thermal ablation region based on ultrasonic deep learning

机译:基于超声波深度学习的热消融区域的识别,监测和成像方法和系统

摘要

A recognition, monitoring, and imaging method and system are provided for a thermal ablation region based on ultrasonic deep learning. The recognition method includes obtaining original ultrasonic radiofrequency data, an ultrasonic image, and an optical image during thermal ablation; making ultrasonic radiofrequency data points and pixels in the optical image correspond in a one-to-one manner, and determining a spatial position correspondence between the ultrasonic radiofrequency data points and the optical image; determining a thermal ablation region image according to the spatial position correspondence; constructing a deep learning model according to the thermal ablation region image; superposing a thermal ablation classification image to the ultrasonic image, to determine a to-be-recognized thermal ablation image; and recognizing a thermal ablation region in the ultrasonic image according to the to-be-recognized thermal ablation image. The method and system improve recognition accuracy of the thermal ablation region in the ultrasonic image.
机译:基于超声波深度学习的热消融区域提供了识别,监测和成像方法和系统。识别方法包括在热消融期间获得原始超声波射频数据,超声图像和光学图像;使光学图像中的超声辐射射频数据点和像素以一对一的方式对应,并确定超声波辐射数据点和光学图像之间的空间位置对应;根据空间位置对应确定热消融区域图像;根据热消融区域图像构建深度学习模型;将热烧蚀分类图像叠加到超声图像,以确定待识别的热消融图像;并根据待识别的热消融图像识别超声波图像中的热消融区域。该方法和系统提高了超声波图像中热消融区域的识别精度。

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